diff --git a/ydb/library/benchmarks/template/__init__.py b/ydb/library/benchmarks/template/__init__.py
new file mode 100644
index 000000000000..0722feff9cc5
--- /dev/null
+++ b/ydb/library/benchmarks/template/__init__.py
@@ -0,0 +1,140 @@
+from jinja2 import Environment, FileSystemLoader
+from library.python import resource
+
+
+class Loader(FileSystemLoader):
+    def __init__(self, searchpath, encoding='utf-8', followlinks=False):
+        super().__init__(searchpath, encoding, followlinks)
+        self.static = {}
+        self.links = {}
+        self.loaded = {}
+
+    def get_source(self, environment, template):
+        if template in self.links:
+            text, tmpl, flag = self.get_source(environment, self.links[template])
+        elif template in self.static:
+            text, tmpl, flag = self.static[template], template, lambda: True
+        elif resource.find(template) is not None:
+            x = resource.find(template)
+            text, tmpl, flag = x.decode('utf-8'), template, lambda: True
+        else:
+            text, tmpl, flag = super().get_source(environment, template)
+
+        self.loaded[tmpl] = 1
+        return text, tmpl, flag
+
+    def add_source(self, name, content):
+        self.static[name] = content
+
+    def add_link(self, f, to):
+        self.links[f] = to
+
+
+class Builder:
+    def __init__(self, paths=[]):
+        self.loader = Loader(paths)
+        self.env = Environment(loader=self.loader)
+        self.vars = {}
+
+    def add(self, name: str, text: str):
+        self.loader.add_source(name, text)
+
+    def add_link(self, f: str, to: str):
+        self.loader.add_link(f, to)
+
+    def add_from_file(self, name: str, file: str):
+        with open(file, "r") as f:
+            return self.template(name, f.read())
+
+    def add_vars(self, v):
+        self.vars.update(v)
+
+    def expose_vars(self, name: str):
+        m = self.env.get_template(name).module
+        for k, v in m.__dict__.items():
+            if not k.startswith("_"):
+                self.vars[k] = v
+
+    def replace_vars(self, v):
+        self.vars = v
+
+    def build(self, name: str, expose_all=False):
+        t = self.env.get_template(name)
+        if expose_all:
+            t.render({})
+            for k in self.loader.loaded.keys():
+                if k != name:
+                    self.expose_vars(k)
+
+        return t.render(self.vars)
+
+
+class ResultFormatter:
+    def __init__(self, fmt):
+        self.fmt = fmt
+
+    def _is_double(self, t):
+        if (str(t[1]) == 'Double'):
+            return True
+
+        if (t[0] == 'OptionalType'):
+            return self._is_double(t[1])
+
+        return False
+
+    def _is_date(self, t):
+        if (str(t[1]) == 'Date'):
+            return True
+
+        if (t[0] == 'OptionalType'):
+            return self._is_date(t[1])
+
+        return False
+
+    def _format_date(self, d):
+        import datetime
+        seconds = int(d) * 86400
+        dd = datetime.datetime.fromtimestamp(seconds)
+        return str(dd.date())
+
+    def _format_double(self, d):
+        t = self.fmt % (d)
+        if 'e' not in t:
+            t = t.rstrip('0').rstrip('.')
+            if t == '-0':
+                t = '0'
+        return t
+
+    def _format(self, r):
+        cols = len(r["Type"][1][1])
+        doubles = []
+        dates = []
+        for i in range(cols):
+            t = r["Type"][1][1][i]
+            if self._is_double(t[1]):
+                doubles.append(i)
+
+            if self._is_date(t[1]):
+                dates.append(i)
+
+        for row in r["Data"]:
+            for i in range(len(row)):
+                if isinstance(row[i], list):
+                    if (len(row[i]) == 0):
+                        row[i] = 'NULL'
+                    else:
+                        row[i] = row[i][0]
+
+            for i in doubles:
+                if row[i] != 'NULL':
+                    row[i] = self._format_double(float(row[i]))
+
+            for i in dates:
+                if row[i] != 'NULL':
+                    row[i] = self._format_date(float(row[i]))
+
+    def format(self, res):
+        # {'Write': [{'Type': ['ListType', ['StructType', [['cntrycode', ['DataType', 'String']], ['numcust', ['DataType', 'Uint64']], ['totacctbal', ['DataType', 'Double']]]]]
+        for x in res:
+            for y in x['Write']:
+                self._format(y)
diff --git a/ydb/library/benchmarks/template/ut/test.py b/ydb/library/benchmarks/template/ut/test.py
new file mode 100644
index 000000000000..4609742d6ddd
--- /dev/null
+++ b/ydb/library/benchmarks/template/ut/test.py
@@ -0,0 +1,225 @@
+import unittest
+
+from ydb.library.benchmarks.template import Builder, ResultFormatter
+
+
+class Test(unittest.TestCase):
+    def test_create(self):
+        Builder()
+
+    def test_add(self):
+        b = Builder()
+        b.add("name", "text")
+        text = b.build("name")
+        self.assertEqual("text", text)
+
+    def test_include_from_resource(self):
+        b = Builder()
+        b.add("name", """
+{% include 'test.txt' %}
+Content
+
+""")
+        text = b.build("name")
+        expected = """
+Text
+Content
+"""
+        self.assertEqual(expected, text)
+
+    def test_add_vars(self):
+        b = Builder()
+        b.add("name", "{{var}}")
+        b.add_vars({"var": "text"})
+        text = b.build("name")
+        self.assertEqual("text", text)
+
+    def test_include(self):
+        b = Builder()
+        b.add("include_name", "IncludeText")
+        b.add("name", """
+{% include 'include_name' %}
+Content
+
+""")
+        text = b.build("name")
+        expected = """
+IncludeText
+Content
+"""
+        self.assertEqual(expected, text)
+
+    def test_linked_include(self):
+        b = Builder()
+        b.add("include_name", "IncludeText")
+        b.add_link("include_name1", "include_name")
+        b.add("name", """
+{% include 'include_name1' %}
+Content
+
+""")
+        text = b.build("name")
+        expected = """
+IncludeText
+Content
+"""
+        self.assertEqual(expected, text)
+
+    def test_expose_var_from_include(self):
+        b = Builder()
+        b.add("include_name", '{% set var = "VAR" %}')
+        b.add("name", "{% include 'include_name' %}{{var}}")
+        text = b.build("name", True)
+        expected = "VAR"
+        self.assertEqual(expected, text)
+
+    def test_result_formatter(self):
+        d = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['cntrycode', ['DataType', 'String']],
+                                ['numcust', ['DataType', 'Uint64']],
+                                ['totacctbal', ['DataType', 'Double']]]]],
+                    'Data': [
+                        ['15', '893', '6702431.719999995'],
+                        ['25', '877', '6511759.129999992'],
+                        ['26', '859', '6394689.130000009'],
+                        ['28', '909', '6710689.259999996'],
+                        ['29', '948', '7158866.629999996'],
+                        ['30', '909', '6808436.1299999915'],
+                        ['31', '922', '6806670.179999996']]}],
+                'Position': {'Column': '1', 'Row': '55', 'File': '<main>'}}],
+            'errors': [],
+            'id': '645e199819d7146f01c11bac',
+            'issues': [],
+            'status': 'COMPLETED',
+            'updatedAt': '2023-05-12T10:49:07.967Z',
+            'version': 1000000}
+
+        f = ResultFormatter("%.2f")
+        f.format(d['data'])
+
+        expected = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['cntrycode', ['DataType', 'String']],
+                                ['numcust', ['DataType', 'Uint64']],
+                                ['totacctbal', ['DataType', 'Double']]]]],
+                    'Data': [
+                        ['15', '893', '6702431.72'],
+                        ['25', '877', '6511759.13'],
+                        ['26', '859', '6394689.13'],
+                        ['28', '909', '6710689.26'],
+                        ['29', '948', '7158866.63'],
+                        ['30', '909', '6808436.13'],
+                        ['31', '922', '6806670.18']]}],
+                'Position': {'Column': '1', 'Row': '55', 'File': '<main>'}}],
+            'errors': [],
+            'id': '645e199819d7146f01c11bac',
+            'issues': [],
+            'status': 'COMPLETED',
+            'updatedAt': '2023-05-12T10:49:07.967Z',
+            'version': 1000000}
+
+        self.assertEqual(expected, d)
+
+    def test_result_formatter_optional(self):
+        d = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['cntrycode', ['DataType', 'String']],
+                                ['numcust', ['OptionalType', ['DataType', 'Uint64']]],
+                                ['totacctbal', ['OptionalType', ['DataType', 'Double']]]]]],
+                    'Data': [
+                        ['15', ['893'], ['6702431.719999995']],
+                        ['16', [], []],
+                    ]}]}]}
+
+        expected = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['cntrycode', ['DataType', 'String']],
+                                ['numcust', ['OptionalType', ['DataType', 'Uint64']]],
+                                ['totacctbal', ['OptionalType', ['DataType', 'Double']]]]]],
+                    'Data': [
+                        ['15', '893', '6702431.72'],
+                        ['16', 'NULL', 'NULL'],
+                    ]}]}]}
+
+        f = ResultFormatter("%.2f")
+        f.format(d['data'])
+        self.assertEqual(expected, d)
+
+    def test_result_formatter_zeros(self):
+        d = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['totacctbal', ['DataType', 'Double']]]]],
+                    'Data': [
+                        ['6702431.719999995'],
+                        ['123.101'],
+                        ['123.001'],
+                        ['-0.001']
+                    ]}]}]}
+
+        expected = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['totacctbal', ['DataType', 'Double']]]]],
+                    'Data': [
+                        ['6702431.72'],
+                        ['123.1'],
+                        ['123'],
+                        ['0']
+                    ]}]}]}
+
+        f = ResultFormatter("%.2f")
+        f.format(d['data'])
+        self.assertEqual(expected, d)
+
+    def test_result_formatter_dates(self):
+        d = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['totacctbal', ['DataType', 'Date']]]]],
+                    'Data': [
+                        ['9076'],
+                        ['9667']
+                    ]}]}]}
+
+        expected = {
+            'data': [{
+                'Write': [{
+                    'Type': [
+                        'ListType', [
+                            'StructType', [
+                                ['totacctbal', ['DataType', 'Date']]]]],
+                    'Data': [
+                        ['1994-11-07'],
+                        ['1996-06-20']
+                    ]}]}]}
+
+        f = ResultFormatter("%.2f")
+        f.format(d['data'])
+        self.assertEqual(expected, d)
diff --git a/ydb/library/benchmarks/template/ut/test.txt b/ydb/library/benchmarks/template/ut/test.txt
new file mode 100644
index 000000000000..3de705a41ff2
--- /dev/null
+++ b/ydb/library/benchmarks/template/ut/test.txt
@@ -0,0 +1 @@
+Text
diff --git a/ydb/library/benchmarks/template/ut/ya.make b/ydb/library/benchmarks/template/ut/ya.make
new file mode 100644
index 000000000000..522393fa850e
--- /dev/null
+++ b/ydb/library/benchmarks/template/ut/ya.make
@@ -0,0 +1,13 @@
+PY3TEST()
+
+OWNER(g:yql)
+
+TEST_SRCS(test.py)
+
+RESOURCE(test.txt test.txt)
+
+PEERDIR(
+    ydb/library/benchmarks/template
+)
+
+END()
diff --git a/ydb/library/benchmarks/template/ya.make b/ydb/library/benchmarks/template/ya.make
new file mode 100644
index 000000000000..6c0648f288ac
--- /dev/null
+++ b/ydb/library/benchmarks/template/ya.make
@@ -0,0 +1,14 @@
+PY3_LIBRARY()
+
+OWNER(g:yql)
+
+PY_SRCS(__init__.py)
+
+PEERDIR(
+    contrib/python/Jinja2
+    library/python/resource
+)
+
+END()
+
+RECURSE_FOR_TESTS(ut)
diff --git a/ydb/library/benchmarks/ya.make b/ydb/library/benchmarks/ya.make
new file mode 100644
index 000000000000..8859abdb3ca1
--- /dev/null
+++ b/ydb/library/benchmarks/ya.make
@@ -0,0 +1 @@
+RECURSE(template)
diff --git a/ydb/library/ya.make b/ydb/library/ya.make
index e101f1de537b..f12231a96242 100644
--- a/ydb/library/ya.make
+++ b/ydb/library/ya.make
@@ -6,6 +6,7 @@ RECURSE(
     arrow_kernels
     arrow_parquet
     backup
+    benchmarks
     binary_json
     chunks_limiter
     dynumber